We test AI tools in real-world scenarios

AI visibility audit · 6 tools

Which tool shows what to change on your site to appear in AI answers?

Composite score out of 100, nine brands each

1ChatGPT70.1Best

2Writesonic50.3

3Peec AI40.6

4Otterly34.1

5Scrunch21.9

6Profound19.1

050100

Could swap with small scoring changes

• ChatGPT’s prompt matched the scoring rules; the dedicated tools received no equivalent instruction.

Cold sales emails · 3 tools

Whose emails passed every check?

One square per email; filled = passed every check

1 ChatGPT

10/24Best

2 Clay

1/12

3 Lavender (Boost Score)

0/12

Marketing copy · 4 tools

Whose revisions were ready to ship?

One square per revision; filled = ready to ship as is

ChatGPT

4/6Best

Copy.ai

0/6

Jasper

4/6Best

WRITER

2/6

Growth data analysis · 3 tools

ChatGPT led Quadratic on questions where the AI had to set the rules

One square per cross-table question; filled = right

ChatGPT

CSV run

27/30Best

JJulius

Not runOut of credits before these questions

—

QQuadratic

CSV runExcel run

21/30 · 11/30

• Four of ChatGPT’s prompts carried extra hints; without them it got 23/26, against 19/26 and 11/26.
• Company tasks: ChatGPT and Quadratic got every metric right. Overall score: ChatGPT 95.5, Quadratic 74.8.